Ideal score of a model on training and cross validation data
You should only look for the cross-validation score. If this set is large enough, it will give you an accurate prediction of how your model will act for unseen data. 

Your case is exceptional. The fitted model which is obviously overfitted actually performs better on the cross-validation set. This means in turn that your overfitted model will perform better with unseen data.